That’s almost always false unless the hardware is faster and thus more power hungry and hot than your CPU. That’s rarely true. Some fpga accelerator? Maybe. GPU/TPU? Sure. Your hard drive? Not a chance that it would have even remotely competitive processor.

The point of hardware acceleration is usually that your CPU doesn’t need to do a task so there’s less CPU load and it can spend that time running applications or respond faster.